On Lounge since Oct 2026
Pete Ghiorse
Member #2,825FounderL2Senior Product Manager - AI/ML Spend Controls, Capital One
AI/ML product leader at Capital One. Founder of Honeydew. I build production agents and publish rigorous evaluations of how they behave.
How karma works. Everyone starts with 5. You get +1 each time another member upvotes one of your posts or comments (your own upvotes don't count), and lose it if they take the upvote back. Post what you're building, answer questions and help other members to earn more.
Achievements
Plugged In ×4Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 4 sources (GitHub, LinkedIn, X or a website) in Settings
Plugged In×4Featured
Shipper ×2Projects on your profile.How: Added 5 projects to their profile
Shipper×2
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Pinned projects
Sanitized six-model agent-restraint evaluation with synthetic fixtures, scoring code, aggregate results, and limitations.
ai-agentsai-evaluationllm-evaluationreproducible-research
Sanitized 2,800-call agent benchmark companion with aggregate results, synthetic fixtures, and deterministic scoring.
ai-agentsllm-benchmarkmodel-evaluationreproducible-research
Corrected field note on AI-assistant referrals and discoverability with aggregate-only data and unit-safe analysis.
ai-searchanalyticsreproducible-researchllm-discoverability
AI/ML product portfolio and evidence-backed research archive — agent evaluation, production systems, and technical writing.
ai-researchastropersonal-websiteportfolioproduct-management
GitHub profile — AI PM, founder, researcher
About
AI/ML product leader at Capital One. Founder of Honeydew. I build production agents and publish rigorous evaluations of how they behave.
Raises & exits
Member RaisesCapital raised
GiveTide
$62K
Exits
Hall of Fame →Undisclosed
GiveTide, a spare-change giving app co-founded by Pete Ghiorse, was sold in 2022 to an unnamed buyer at an undisclosed price.
Experience
Group Product Manager, AI/ML at Capital One | Founder, Honeydew | Production AI agents, model evaluation, product strategy
Senior Product Manager - AI/ML Spend Controls · Capital One
Product Manager - AI/ML Spend Controls · Capital One
Product Manager - Core Data Platform · Capital One
Co-Founder & CEO (Acquired) · GiveTide
Project Engineer · The Marmon Group
Sales & Trading Summer Analyst · Wells Fargo Securities
Financial Analysis Coordinator · The Marmon Group
Finance and Marketing Intern · ACV Edicions/ACV Global
